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• Mission at Sodexo (9 months) - Data Engineer
o Code refactoring on existing projects (Meal plan in university (US) , pricing in company canteen (FR/UK/US))
o Preprocessing and creation of data pipeline to run on Azure ML
o Use of agile methodology, understanding of the business needs
o Stack: python, visual studio, Azure DevOps (CI/CD), Azure ML
• Mission at Docaposte (6 months) - Data Scientist / Data Engineer
o Detection of speeding car based on lane indication from speed camera’s photo – Computer vision
o Invoice requirements check – Ma PrimeRénov’
o Stack: python, opencv, torch, tesseract, detectron, docker
• Mission at Autodistribution – Customer Churn (3 months) - Data Scientist
o Prediction of customer churn based on transactional data
o Stack: spark, python, Databricks (Notebooks), azure
• Mission at Société Générale – transfer fraud detection (2.5 years) - Data Scientist
o Production of fraud detection models (phishing, social engineering…) in streaming and batch on retail and enterprise clients
o Behavioral analysis of fraudsters (country analysis, IP address, hour of transfer…)
o Monitoring, improvement and management of models in production
o Data quality check following micro-service architecture
o Communication with various stakeholders to adopt machine learning models over legacy tools
o Stack: spark, python, scala, hue, hdfs, hbase, h2o, hive (SQL-like), Jupyter Notebook
• Mission at Colas – Price optimization on industrial transport of rubble (2 months) - Data Scientist
o Clustering on delivery type (delivery segmentation)
o Transport price prediction
o Stack: spark, python, Databricks (Notebooks), azure
• Use cases identification and creation in support for the Inspection Générale (periodical control)
• Understanding business needs and project framing
• Data visualisation and dashboard (Tableau)
• Automatization and evangelization of use cases (Python, Dataiku)
• Stack: python, Dataiku, Tableau
• Classification on website view as human or bot
• User behavior and pattern analysis through fingerprints
• Preprocessing, data cleaning and pipeline building
• Benchmark on supervised and unsupervised models
• Stack: python, elasticsearch, Kibana, Jupyter Notebook
• IT process and IT architecture understanding
• Stakeholder and project management
• Diagnostic, investigation and writing of audit report
• IT control on applications from banking information system and statutory Audit